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Analysis of institutional authors

Delgado Sanz, Maria SoledadCorresponding AuthorDelgado, SoledadCorresponding Author

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November 26, 2024
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Article

Incipient functional SARS-CoV-2 diversification identified through neural network haplotype maps

Publicated to: Proceedings Of The National Academy Of Sciences Of The United States Of America. 121 (10): e2317851121- - 2024-03-05 121(10), DOI: 10.1073/pnas.2317851121

Authors: Delgado, S; Somovilla, P; Ferrer-Orta, C; Martínez- González, B; Vázquez-Monteagudo, S; Muñoz-Flores, J; Soria, ME; García-Crespo, C; de Avila, AI; Durán-Pastor, A; Gadea, I; López- Galíndez, C; Moran, F; Lorenzo-Redondo, R; Verdaguer, N; Perales, C; Domingo, E

Affiliations

CSIC, Ctr Biol Mol Severo Ochoa CSIC UAM, Microbes Hlth & Welf Program, Madrid 28049, Spain - Author
CSIC, Ctr Nacl Biotecnol, Dept Mol & Cell Biol, Madrid 28049, Spain - Author
CSIC, Inst Biol Mol Barcelona, Struct & Mol Biol Dept, Barcelona 08028, Spain - Author
Global Management Solut SL, Torre Picasso 28020, Madrid, Spain - Author
Inst Salud Carlos IIII, Ctr Nacl Microbiol, Unidad Virol Mol, Lab Referencia & Invest Retrovirus, Majadahonda 28222, Spain - Author
Northwestern Univ, Feinberg Sch Med, Havey Inst Global Hlth, Div Infect Dis,Dept Med,Ctr Pathogen Genom & Micro, Chicago, IL 60611 USA - Author
Univ Autonoma Madrid, Dept Biol Mol, Madrid 28049, Spain - Author
Univ Autonoma Madrid, Fdn Jimenez Diaz Univ Hosp, Inst Invest Sanitaria, Dept Clin Microbiol, Madrid 28040, Spain - Author
Univ Complutense Madrid, Dept Bioquim & Biol Mol, Madrid 28040, Spain - Author
Univ Politecn Madrid, Escuela Tecn Super Ingn Sistemas Informat, Dept Sistemas Informat, Madrid 28031, Spain - Author
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Abstract

Since its introduction in the human population, SARS-CoV-2 has evolved into multiple clades, but the events in its intrahost diversification are not well understood. Here, we compare three- dimensional (3D) self- organized neural haplotype maps (SOMs) of SARS-CoV-2 from thirty individual nasopharyngeal diagnostic samples obtained within a 19- day interval in Madrid (Spain), at the time of transition between clades 19 and 20. SOMs have been trained with the haplotype repertoire present in the mutant spectra of the nsp12- and spike (S)- coding regions. Each SOM consisted of a dominant neuron (displaying the maximum frequency), surrounded by a low- frequency neuron cloud. The sequence of the master (dominant) neuron was either identical to that of the reference Wuhan- Hu- 1 genome or differed from it at one nucleotide position. Six different deviant haplotype sequences were identified among the master neurons. Some of the substitutions in the neural clouds affected critical sites of the nsp12-nsp8-nsp7 polymerase complex and resulted in altered kinetics of RNA synthesis in an in vitro primer extension assay. Thus, the analysis has identified mutations that are relevant to modification of viral RNA synthesis, present in the mutant clouds of SARS-CoV-2 quasispecies. These mutations most likely occurred during intrahost diversification in several COVID-19 patients, during an initial stage of the pandemic, and within a brief time period.

Keywords

AccurateClade transitionCladetransitionCovid-1Covid-19ExoribonucleaseFidelityHaplotypesHumansIntrahost evolutioIntrahost evolutionMutationsReplicationRna, viralSars-associated coronavirusSars-cov-2Self- organized mapsSelf-organized mapsSpikeViral nonstructural proteinsViral quasispecies

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Proceedings Of The National Academy Of Sciences Of The United States Of America due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2024 there are still no calculated indicators, but in 2023, it was in position 14/135, thus managing to position itself as a Q1 (Primer Cuartil), in the category Multidisciplinary Sciences. Notably, the journal is positioned above the 90th percentile.

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-12-05:

  • WoS: 4
  • Scopus: 9

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-12-05:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 10.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 10 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 19.
  • The number of mentions on the social network X (formerly Twitter): 5 (Altmetric).
  • The number of mentions in news outlets: 1 (Altmetric).

It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

  • The work has been submitted to a journal whose editorial policy allows open Open Access publication.

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: United States of America.

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: First Author (DELGADO BERROCAL, SONIA) .

the authors responsible for correspondence tasks have been DELGADO SANZ, MARIA SOLEDAD and DELGADO BERROCAL, SONIA.

Awards linked to the item

Institutional support from Global Management Solutions and valuable discussions are acknowledged. The work at UPM was supported by grants PID2019-104903RB-100 and PID2022-139908OB-I00, funded by MCIN/AEI/10.13039/501100011033 and by ERDF A way of making Europe. The work at FJD was supported by project PI21/00139 from Instituto de Salud Carlos III, co-funded by the European Union. The work at CSIC was supported by PID2020-113888RB-I00, PID2020-117976GB-I00, and 202220I116 from Ministerio de Ciencia e Innovacion and S2018/BAA-4370 (PLATESA2 from Comunidad de Madrid/FEDER). This research work was also funded by the European Commission - NextGenerationEU (regulation EU 2020/2094), through the CSIC's Global Health Platform (PTI Salud Global), and Fundacio La Marato de TV3 (project 525/C/2021), grants 202136-30 and 202136-31. Institutional grants from the Fundacion Ramon Areces and Banco Santander to the CBMSO are also acknowledged. The team at CBMSO belongs to the Global Virus Network (GVN). Work at Centro Nacional de Microbiologia (ISCIII) was supported by grants SAF2016-77894-R from MINECO and PI13/02269 from ISCIII. The work at Universidad Complutense Madrid has been supported by research grant CTQ2017-87864-C2-2-P, from MINECO. B.M.-G. is supported by predoctoral contract PFIS FI19/00119 from ISCIII, cofinanced by Fondo Social Europeo (FSE). A.D.-P. is supported by the contract 13-2022-008566 cofinanced by the Comunidad de Madrid, through the Programa Investigo, en el marco del Plan de Recuperacion, Transformacion y Resiliencia, financed by the European Union-Next Generation EU. P.S. is supported by postdoctoral contract "Margarita Salas" CA1/RSUE/2021 from MCIU. C.G.-C. is supported by predoctoral contract PRE2018-083422 from MCIU.